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  # Thought-Ranked Llama 3.2 3B v2
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  ## What's New in v2?
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  The biggest improvement in v2 is how the model thinks through problems. Instead of just one level of thoughts, it can now explore up to 6 levels deep, building on its best ideas at each step. Think of it like having a conversation with yourself, where each new thought builds on your previous best insight.
 
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  # Thought-Ranked Llama 3.2 3B v2
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+ There's a newer version (v2.1) of this model: https://huggingface.co/ericflo/Llama-3.2-3B-COTv2.1
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  ## What's New in v2?
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  The biggest improvement in v2 is how the model thinks through problems. Instead of just one level of thoughts, it can now explore up to 6 levels deep, building on its best ideas at each step. Think of it like having a conversation with yourself, where each new thought builds on your previous best insight.